Transfer Learning for Complex Tasks
Papers from the 2008 AAAI Workshop
Matthew E. Taylor, Program Chair
Technical Report WS-08-13 published by The AAAI Press, Menlo Park, California
This technical report is also available in book and CD format.
Contents
Organizing Committee / vii
Matthew E. Taylor
Cross-Domain Transfer of Constraints for Inductive Process Modeling / 1
Will Bridewell, Ljupco Todorovski
Learning a Transfer Function for Reinforcement Learning Problems / 7
Tom Croonenborghs, Kurt Driessens, Maurice Bruynooghe
Deep Transfer via Second-Order Markov Logic / 13
Jesse Davis, Pedro Domingos
Learning and Transferring Relational Instance-Based Policies / 19
Rocío García-Durán, Fernando Fernández, Daniel Borrajo
Cyclone Tracking Using Multiple Satellite Data Sources via Spatial-Temporal Knowledge Transfer / 25
Shen-Shyang Ho, Ashit Talukder
Transfer Learning by Mapping with Minimal Target Data / 31
Lilyana Mihalkova, Raymond J. Mooney
Improving the Separability of a Reservoir Facilitates Learning Transfer / 37
David Norton, Dan Ventura
Transfer Learning for WiFi-based Indoor Localization / 43
Sinno Jialin Pan, Vincent Wenchen Zheng, Qiang Yang, Derek Hao Hu
Transfer in Reinforcement Learning via Markov Logic Networks / 49
Lisa Torrey, Jude Shavlik, Sriraam Natarajan, Pavan Kuppili, Trevor Walker
Learning and Transferring Roles in Multi-Agent MDPs / 55
Aaron Wilson, Alan Fern, Soumya Ray, Prasad Tadepalli